{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TCP Congestion Control and Bufferbloat\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this assignment, you will create your own network simulation to investigate the dynamics of TCP and how seemingly minor configuration decisions made by network operators can have major performance effects. \n",
    "\n",
    "As discussed in lecture, TCP is a protocol for obtaining reliable transmission over an unreliable packet-switched network. Another important component of TCP is congestion control, i.e. limiting end host send rates to prevent network infrastructure from getting overwhelmed with traffic. \n",
    "\n",
    "However, networks can suffer congestion-related performance issues even when end hosts use TCP. One such issue, known as bufferbloat, can occur when packet buffers on routers and switches are too large. \n",
    "\n",
    "In this assignment, you will use Mininet, a useful tool for network experiments, to emulate a small network and collect various performance statistics relevant to TCP congestion control and bufferbloat. This will allow you to reason about the effects of TCP and router configuration on network performance.   \n",
    "\n",
    "**Put your name and netID in the cell below:**\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Name:**张奕鸣\n",
    "\n",
    "**NetId:**10235101501"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Background\n",
    "\n",
    "#### TCP Congestion Window Size\n",
    "The TCP congestion window size parameter, typically styled \"cwnd,\" is maintained by the sender and determines how much traffic can be outstanding (sent but not acknowledged) at any time. There are many algorithms for controlling the value of cwnd during a TCP connection, all with the goal of maximizing the connection's throughput while preventing congestion. The additive increase and multiplicative decrease algorithm was discussed in lecture.\n",
    "\n",
    "#### Bufferbloat\n",
    "Bufferbloat is a phenomenon that happens when a switching device is configured to use excessively large buffers, which can in turn cause high latency and packet delay variation (jitter). This can happen even in a typical home network like the following:\n",
    "<img width=600 src=\"figures/home-network.png\">\n",
    "Here, the end host in the home network is connected to the home router. The home router is then connected, via cable or DSL, to a headend router run by the Internet service provider (ISP). By simulating and experimenting with a similar network in Mininet, you will see how bufferbloat causes poor performance.\n",
    "\n",
    "#### Mininet\n",
    "Mininet is a network emulator with which you can create a custom network of virtual hosts, switches, controllers, and links, all on a single computer. The virtual devices in the emulated network can run real programs; anything that can run on linux can run on a Mininet device too. This makes Mininet a valuable tool for fast and easy simulation of network protcols and measurements. This [Introduction to Mininet](https://github.com/mininet/mininet/wiki/Introduction-to-Mininet) is a useful guide for getting started with Mininet's Python API.  The [Mininet website](http://www.mininet.org) has additional resources if you are interested."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part A: Network Simulation & Measurement\n",
    "To start, you should first create the following network using Mininet's Python API, which emulates a typical home netowrk:\n",
    "<img width=450 src=\"figures/mininet-topo.png\">\n",
    "Here h1 is a web server that has a fast connection (1Gb/s) to your home router. The home router has a slow downlink connection (1.5Mb/s) to your home computer. The round-trip propagation delay, or the minimum RTT between h1 and h2 is 20ms.  The router buffer (queue) size will be the parameterized independent variable in your simulation.\n",
    "\n",
    "To create a custom topology in Mininet, we extend the mininet.topo.Topo class. We have already added the switch (the router) to topology for you. You need to add h1, h2, and links with appropriate characteristics to create the setting specified in the image above.  The first few subsections of the [Working with Mininet](https://github.com/mininet/mininet/wiki/Introduction-to-Mininet#working) section of the Mininet guide describe how to add elements to a topology and set performance parameters. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mininet.topo import Topo\n",
    "\n",
    "class BBTopo(Topo):\n",
    "    \"Simple topology for bufferbloat experiment.\"\n",
    "\n",
    "    def __init__(self, queue_size):\n",
    "        super(BBTopo, self).__init__()\n",
    "        \n",
    "        # Create switch s0 (the router)\n",
    "        switch=self.addSwitch('s0')\n",
    "        \n",
    "        # TODO: Create two hosts with names 'h1' and 'h2'\n",
    "        h1= self.addHost('h1')\n",
    "        h2= self.addHost('h2')\n",
    "        \n",
    "        \n",
    "        # TODO: Add links with appropriate bandwidth, delay, and queue size parameters. \n",
    "        #       Set the router queue size using the queue_size argument\n",
    "        #       Set bandwidths/latencies using the bandwidths and minimum RTT given in the network diagram above\n",
    "        self.addLink(h1, switch, bw=1000, delay='10ms',max_queue_size=queue_size)\n",
    "        self.addLink(h2, switch, bw=1.5, delay='10ms',max_queue_size=queue_size)\n",
    "        return"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we need a couple of helper functions to generate traffic between the two hosts. The following function starts a long-lived TCP flow which sends data from h1 to h2 using **iperf**. [Iperf](https://iperf.fr/) is \"a tool for active measurements of the maximum achievable bandwidth on IP networks.\"  You can think of this iperf traffic like a one-way video call. It continually attempts to send a high volume of traffic from the web server h1 to the home computer h2. \n",
    "\n",
    "The following function receives one argument called `net`, which is an instance of mininet with a BBTopo topology that we have created above. We have written the part for the iperf server (h2). Notice that in iperf, server is the one that receives data, which should be the home computer h2. You need to complete the function to also start iperf on the iperf client (h1). The iperf session should run for the number of seconds given in the `experiment_time` argument.\n",
    "\n",
    "You will need to use the `popen` function to run shell commands on a mininet host. The first argument to `popen` is a string command just like you would run in your shell. The second argument should be `shell=True`. You will need to look up the appropriate command line options to run iperf as a client for a given amount of time in the documentation here: [https://iperf.fr/iperf-doc.php#3doc](https://iperf.fr/iperf-doc.php#3doc). You will also need to include the IP address of h2 in your iperf command. This IP address can be accessed with the `h2.IP()` method.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def start_iperf(net, experiment_time):\n",
    "    # Start a TCP server on host 'h2' using perf. \n",
    "    # The -s parameter specifies server mode\n",
    "    # The -w 16m parameter ensures that the TCP flow is not receiver window limited (not necessary for client)\n",
    "    print \"Starting iperf server\"\n",
    "    h2 = net.get('h2')\n",
    "    server = h2.popen(\"iperf -s -w 16m\", shell=True)\n",
    "    \n",
    "    # TODO: Start an TCP client on host 'h1' using iperf. \n",
    "    #       Ensure that the client runs for experiment_time seconds\n",
    "    h1=net.get('h1')\n",
    "    server_ip=h2.IP()\n",
    "    client_string=\"iperf -c {0} -t {1}\".format(server_ip,experiment_time)\n",
    "    client = h1.popen(client_string,shell=True)\n",
    "    print \"Starting iperf client\"\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, you need to complete the following function that starts a back-to-back ping train from h1 to h2 to measure RTTs. A ping should be sent every 0.1 seconds. Results should be redirected from stdout to the `outfile` argument.\n",
    "\n",
    "As before, `net` is an instance of mininet with a BBTopo topology. As before, you will need to use `popen`.  The command argument to `popen` can redirect stdout using `>` just like a normal shell command.  Read the man page for `ping` for details on available command line arguments. Make sure the second argument to `popen` is `shell=True`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def start_ping(net, outfile=\"pings.txt\"):\n",
    "    # TODO: Start a ping train from h1 to h2 with 0.1 seconds between pings, redirecting stdout to outfile\n",
    "    h1 = net.get('h1')\n",
    "    h2 = net.get('h2')\n",
    "    \n",
    "    \n",
    "    server_ip=h2.IP()\n",
    "    ping_cmd = \"ping -i 0.1 {0} > {1}\".format(server_ip,outfile)\n",
    "    h1.popen(ping_cmd, shell=True)\n",
    "    print \"Starting ping train\"\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we develop some helper functions to measure the congestion window of the TCP traffic. This will let us analyze at the dynamics of the TCP connections in the mininet network. The following functions are already complete."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from subprocess import Popen\n",
    "import os\n",
    "\n",
    "def start_tcpprobe(outfile=\"cwnd.txt\"):\n",
    "    Popen(\"sudo cat /proc/net/tcpprobe > \" + outfile, shell=True)\n",
    "\n",
    "def stop_tcpprobe():\n",
    "    Popen(\"killall -9 cat\", shell=True).wait()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then create a helper function that monitors the queue length on a given interface. This will let us analyze how the number of packets in router buffer queues affects performance. This function is already complete."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from multiprocessing import Process\n",
    "from monitor import monitor_qlen\n",
    "\n",
    "def start_qmon(iface, interval_sec=0.1, outfile=\"q.txt\"):\n",
    "    monitor = Process(target=monitor_qlen,\n",
    "                      args=(iface, interval_sec, outfile))\n",
    "    monitor.start()\n",
    "    return monitor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also need a helper function that starts a webserver on h1. This function is already complete."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from time import sleep\n",
    "\n",
    "def start_webserver(net):\n",
    "    h1 = net.get('h1')\n",
    "    proc = h1.popen(\"python http/webserver.py\", shell=True)\n",
    "    sleep(1)\n",
    "    return [proc]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we need a helper function that runs on h2, fetches the website from h1 every 3 seconds for `experiment_time`, and prints the average and standard deviation of the download times. This function is already complete"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from time import time\n",
    "from numpy import mean, std\n",
    "from time import sleep\n",
    "\n",
    "def fetch_webserver(net, experiment_time):\n",
    "    h2 = net.get('h2')\n",
    "    h1 = net.get('h1')\n",
    "    download_times = []\n",
    "    \n",
    "    start_time = time()\n",
    "    while True:\n",
    "        sleep(3)\n",
    "        now = time()\n",
    "        if now - start_time > experiment_time:\n",
    "            break\n",
    "        fetch = h2.popen(\"curl -o /dev/null -s -w %{time_total} \", h1.IP(), shell=True)\n",
    "        download_time, _ = fetch.communicate()\n",
    "        print \"Download time: {0}, {1:.1f}s left...\".format(download_time, experiment_time - (now-start_time))\n",
    "        download_times.append(float(download_time))\n",
    "        \n",
    "    average_time = mean(download_times)\n",
    "    std_time = std(download_times)\n",
    "    print \"\\nDownload Times: {}s average, {}s stddev\\n\".format(average_time, std_time)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we need to put together all the pieces to create the network, start all the traffic, and make the measurements. \n",
    "\n",
    "The following `bufferbloat()` function should:\n",
    "* create a `BBTopo` object\n",
    "* start the TCP and queue monitors\n",
    "* start a long-lived TCP flow using iperf\n",
    "* start the ping train\n",
    "* start the webserver\n",
    "* Periodically download the index.html web page from h1 and measure how long it takes to fetch it \n",
    "\n",
    "Note that the long lived flow, ping train, and webserver downloads should all be happening simultaneously. Once you have completed the assignment steps up until here, complete the sections marked `TODO` in the below `bufferbloat()` function. Each TODO section requires adding one line to call a function defined above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mininet.node import CPULimitedHost, OVSController\n",
    "from mininet.link import TCLink\n",
    "from mininet.net import Mininet\n",
    "from mininet.log import lg, info\n",
    "from mininet.util import dumpNodeConnections\n",
    "\n",
    "from time import time\n",
    "import os\n",
    "from subprocess import call\n",
    "\n",
    "def bufferbloat(queue_size, experiment_time, experiment_name):\n",
    "    # Don't forget to use the arguments!\n",
    "    \n",
    "    # Set the cwnd control algorithm to \"reno\" (half cwnd on 3 duplicate acks)\n",
    "    #    Modern Linux uses CUBIC-TCP by default that doesn't have the usual sawtooth\n",
    "    #    behaviour.  For those who are curious, replace reno with cubic\n",
    "    #    see what happens...\n",
    "    os.system(\"sysctl -w net.ipv4.tcp_congestion_control=reno\")\n",
    "    \n",
    "    # create the topology and network\n",
    "    topo = BBTopo(queue_size)\n",
    "    net = Mininet(topo=topo, host=CPULimitedHost, link=TCLink, \n",
    "                  controller= OVSController)\n",
    "    net.start()\n",
    "\n",
    "    # Print the network topology \n",
    "    dumpNodeConnections(net.hosts)\n",
    "    \n",
    "    # Performs a basic all pairs ping test to ensure the network set up properly\n",
    "    net.pingAll()\n",
    "    \n",
    "    # Start monitoring TCP cwnd size\n",
    "    outfile = \"{}_cwnd.txt\".format(experiment_name)\n",
    "    start_tcpprobe(outfile)\n",
    "\n",
    "    # TODO: Start monitoring the queue sizes with the start_qmon() function.\n",
    "    #       Fill in the iface argument with \"s0-eth2\" if the link from s0 to h2\n",
    "    #       is added second in BBTopo or \"s0-eth1\" if the link from s0 to h2\n",
    "    #       is added first in BBTopo. This is because we want to measure the \n",
    "    #       number of packets in the outgoing queue from s0 to h2. \n",
    "    outfile = \"{}_qsize.txt\".format(experiment_name)\n",
    "    qmon = start_qmon(iface=\"s0-eth2\", outfile=outfile)\n",
    "\n",
    "    # TODO: Start the long lived TCP connections with the start_iperf() function\n",
    "    start_iperf(net,experiment_time)\n",
    "    \n",
    "    # TODO: Start pings with the start_ping() function\n",
    "    outfile = \"{}_pings.txt\".format(experiment_name)\n",
    "    start_ping(net, outfile)\n",
    "    \n",
    "    # TODO: Start the webserver with the start_webserver() function\n",
    "    start_webserver(net)\n",
    "    \n",
    "    # TODO: Measure and print website download times with the fetch_webserver() function\n",
    "    fetch_webserver(net, experiment_time)\n",
    "    \n",
    "    # Stop probing \n",
    "    stop_tcpprobe()\n",
    "    qmon.terminate()\n",
    "    net.stop()\n",
    "    \n",
    "    # Ensure that all processes you create within Mininet are killed.\n",
    "    Popen(\"pgrep -f webserver.py | xargs kill -9\", shell=True).wait()\n",
    "    call([\"mn\", \"-c\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once you have completed all the steps above, use the `bufferbloat()` function to run the experiment twice, once with queue size of a 20 packets and then queue size of 100 packets. Make sure to run the experiments long enough to see the dynamics of TCP, like the sawtooth behavior of cwnd, in your results (300 seconds should be good).  Choose `experiment_name` arguments that reflect the queue size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "h1 h1-eth0:s0-eth1\n",
      "h2 h2-eth0:s0-eth2\n",
      "*** Ping: testing ping reachability\n",
      "h1 -> h2 \n",
      "h2 -> h1 \n",
      "*** Results: 0% dropped (2/2 received)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting iperf server\n",
      "Starting iperf client\n",
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      "\n",
      "Download Times: 1.596109375s average, 0.933657627914s stddev\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "h1 h1-eth0:s0-eth1\n",
      "h2 h2-eth0:s0-eth2\n",
      "*** Ping: testing ping reachability\n",
      "h1 -> h2 \n",
      "h2 -> h1 \n",
      "*** Results: 0% dropped (2/2 received)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting iperf server\n",
      "Starting iperf client\n",
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      "\n",
      "Download Times: 2.39289090909s average, 0.869397088326s stddev\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from subprocess import call\n",
    "call([\"mn\", \"-c\"])\n",
    "\n",
    "# TODO: call the bufferbloat function twice, once with queue size of 20 packets and once with a queue size of 100.\n",
    "experiment_time=300\n",
    "\n",
    "bufferbloat(20, experiment_time, \"number1\")\n",
    "bufferbloat(100, experiment_time, \"number2\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part B: Plotting Results\n",
    "\n",
    "In this part of the assignment, you will analyze your measurements by plotting the variations in congestion window, queue length, and ping RTT versus time. We have provided plotting functions for each of these measurements, which are called in the following already complete `plot_measurements()` function. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from plot_cwnd import plot_congestion_window\n",
    "from plot_qsize import plot_queue_length\n",
    "from plot_ping import plot_ping_rtt\n",
    "\n",
    "def plot_measurements(experiment_name_list, cwnd_histogram=False):\n",
    "    \n",
    "    # plot the congestion window over time\n",
    "    for name in experiment_name_list:\n",
    "        cwnd_file = \"{}_cwnd.txt\".format(name)\n",
    "        plot_congestion_window(cwnd_file, histogram=cwnd_histogram)\n",
    "    \n",
    "    # plot the queue size over time\n",
    "    for name in experiment_name_list:\n",
    "        qsize_file = \"{}_qsize.txt\".format(name)\n",
    "        plot_queue_length(qsize_file)\n",
    "    \n",
    "    # plot the ping RTT over time\n",
    "    for name in experiment_name_list:\n",
    "        ping_file = \"{}_pings.txt\".format(name)\n",
    "        plot_ping_rtt(ping_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now you need to call the `plot_measurements` function such that the `experiment_name_list` argument is list of the `experiment_name` arguments you used to run `bufferbloat()` above.  This should generate 6 plots with the results of the experiments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#TODO: Call plot_measurements() to plot your results\n",
    "plot_measurements([\"number1\",\"number2\"], cwnd_histogram=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part C: Analysis\n",
    "\n",
    "In this part of the assignment, you will answer some questions about TCP and bufferbloat using your simulations and the plots from the previous section.  This questions are intentionally open-ended and many have multiple correct answers.  There is no required answer length, but attempt to be both thorough and concise.  1-2 sentences is probably too short. More than 2-3 paragraphs is probably too long. \n",
    "\n",
    "Take some time first to think about the simulation you just performed. The simulation was set up like a home network with a home computer connected to a remote server through a router. The link from the router to the server had much lower bandwidth than the link from the home computer to the router. The independent variable in the simulation was the maximum length of the buffer of packets waiting to be sent from the router to the server. \n",
    "\n",
    "There were 3 sources of traffic:\n",
    "1. A long-lasting TCP session (creating using iperf) sending a high volume of traffic from the home computer to the server.\n",
    "2. Regularly spaced pings and ping replies to and from the home computer and the server\n",
    "3. Regularly spaced attempts to download a website (using HTTP over TCP) from the home computer to the server.\n",
    "\n",
    "As you (hopefully) discovered through the experiment, increasing the length of the packet buffer on the router significantly reduced performance by both ping RTT and HTTP download rate metrics. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Questions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Q1.\n",
    "What computer networks other than a home network might have a configuration like the one you simulated?\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### A1.\n",
    "*TODO: your answer here.*\n",
    "\n",
    "学校或图书馆的网络。在这一环境中，内部网络（学校的局域网）通常具有较高的带宽，而连接到互联网的链路（如通过ISP提供的线路）则可能带宽较低，导致瓶颈。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Q2.\n",
    "Write a symbolic equation to describe the relation between RTT and queue size. \n",
    "\n",
    "The symbolic equation should be generalized to any queue size. Basically, consider a snapshot of a system at one point of time, and use queue size and link delays parametrically to compute the RTT\n",
    "\n",
    "An example (incorrect) symbolic equation: \n",
    "$$RTT = kq^2$$\n",
    "where $k$ is a constant factor and $q$ is the number of packets in the queue. Your equation is not limited to $k$ and $q$. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### A2.\n",
    "*TODO: your answer here. Use single dollar signs for inline latex math formatting and double dollar signs for block latex math formatting.*\n",
    "\n",
    "RTT = 2 *q /C + p \n",
    "\n",
    "其中，RTT 是往返时延，q是队列中的数据包数量，C是链路的容量（带宽），p是处理和传播延迟的总和。由于往返时延包括数据包到达目的地并返回的时间，将单程传输时间乘以2这个方程反映了数据包在队列中等待的时间加上数据包在链路上传播的时间\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Q3.  \n",
    "Describe in technical terms why increasing buffer size reduces performance (RTTs and webpage download times), causing the bufferbloat effect.  Be sure to explicitly reference the plots you generated and the relationship between TCP congestion control and buffer size. *This is the most important question and will be weighted correspondingly more.*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### A3.\n",
    "*TODO: your answer here.*\n",
    "\n",
    "增加缓冲区大小可能导致数据包在缓冲区中的等待时间增加。这导致数据包需要更长时间才能到达目的地并返回，也就是RTT增加了。此外，较大的缓冲区可能导致TCP拥塞控制机制反应迟钝。拥塞窗口没有办法在网络真正拥塞时（通过丢包）及时响应并减少ssthresh，而超出处理能力的数据全部放在了缓冲区。这就导致TCP发送方在网络已经拥塞时仍然发送大量数据，进一步加剧了拥塞，增加了RTT和网页下载时间。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Q4. \n",
    "Re-describe the cause of the bufferbloat effect using a non-technical analogy to something other than computer networking.  It is important to be able to describe technical content such that a layperson can understand, and generating analogies often helps your own reasoning. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### A4.\n",
    "*TODO: your answer here.*\n",
    "\n",
    "一个餐厅只有固定数量的厨师（带宽），如果只是增加餐桌（缓冲区），就会导致很多客人进入。然而，由于厨师不够，处理顾客的能力有限，就会导致有的客人一直在等待，等待时间反而变长，在用餐高峰并没有缓解就餐问题。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Q5. \n",
    "Is the bufferbloat effect specific to the type of network, traffic, and/or TCP congestion control algorithm we simulated, or is it a general phenomenon?\n",
    "\n",
    "Are there any times when increasing router buffer size would improve performance? If so, give an example.  If not, explain why not. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### A5.\n",
    "*TODO: your answer here.*\n",
    "\n",
    "缓冲区膨胀效应该是一个普遍现象。增加缓冲区大小在某些情况下可能会提高性能，例如在网络拥塞不频繁且流量突发性较小的环境中。在这种情况下，较大的缓冲区可以吸收流量的短暂峰值，减少丢包，从而提高吞吐量。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Q6.\n",
    "Identify and describe a way to mitigate the bufferbloat problem without reducing buffer sizes.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### A6.\n",
    "*TODO: your answer here.*\n",
    "\n",
    "可以使用主动队列管理（Active Queue Management, AQM）算法。它通过在数据包到达时即对队列长度进行管理，而不是等到缓冲区满了才开始丢包。这可以尽早识别和响应拥塞，减少延迟，提高网络吞吐量。例如，RED算法在队列长度达到一定阈值时随机丢弃数据包，提前触发“拥塞”，以避免缓冲区溢出和拥塞。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Submission \n",
    "\n",
    "**Remember to \"Save and Checkpoint\" (from the \"File\" menu above) before you leave the notebook or close your tab.**\n"
   ]
  }
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